{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# XXX(作业名称)\n",
    "\n",
    "---\n",
    "个人信息:  \n",
    "- 姓名: 王续龙\n",
    "- 年级: 20XX\n",
    "- 专业: 智能科学与技术\n",
    "- 班级: 1班\n",
    "---\n",
    "\n",
    "- 诚信守则:  \n",
    "    - 我承诺该报告内容**为我个人书写非直接抄袭所得。**\n",
    "    - 我**可以解释答题思路并复现我的答案。**\n",
    "    - 如无法实现以上要求，**我愿意承担由此带来的后果。**\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "from skimage import io\n",
    "import matplotlib.pyplot as plt\n",
    "from  mpl_toolkits.mplot3d  import  Axes3D\n",
    "img  =   io.imread(\"moon.jpg\")\n",
    "pt_cnt=1000  \n",
    "step  =  int(img.shape[0]*img.shape[1]/pt_cnt)  \n",
    "x  =  img[ : , : ,0].ravel()[ : :step] \n",
    "y  =  img[ : , : ,1].ravel()[ : :step] \n",
    "  #  把绿色通道拉直，从第1个像素到最后一个像素，平均步长采样pt_cnt个值\n",
    "z  =  img[ : , : ,2].ravel()[ : :step] \n",
    "fig  =  plt.figure(figsize=(16,8))  #  制作一个宽16高8的画板\n",
    "ax  =  fig.add_subplot(121,  projection='3d')  #  在画板上1添加1个3D空间子图\n",
    "ax.view_init(elev=-60,  azim=0)  #  仰角-60°,  转动角度45°\n",
    "ax.scatter(x,  y,     z)\n",
    "ax  =  fig.add_subplot(122,  projection='3d')  #  在画板上2添加1个3D空间子图\n",
    "ax.view_init(elev=30,  azim=10)  #  仰角35°,  转动角度45°\n",
    "ax.scatter(x,     y,   z)    #  所有的  b  采样值\n",
    "\n",
    "plt.tight_layout()\n",
    "  #  调整子图位置\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
